- app.py +76 -88
- app1.py +0 -87
- app_gradio.py +99 -0
- requirements.txt +1 -1
app.py
CHANGED
@@ -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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if __name__ == "__main__":
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main()
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# 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".`
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# 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
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"""
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实现web界面
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>>> streamlit run app.py
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"""
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from io import BytesIO
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from pathlib import Path
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import streamlit as st
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from detect import detect, opt
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from PIL import Image
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from util import get_all_weights
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"""
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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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def load_css(css_path="./util/streamlit/css.css"):
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"""
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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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"""
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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
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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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def load_img_file(file):
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"""读取图片文件"""
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img = Image.open(BytesIO(file.read()))
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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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def set_style_options(label: str, frame=st):
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"""风格选项"""
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style_options = get_all_weights()
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options = [None] + style_options # 默认空
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style_param = frame.selectbox(label=label, options=options)
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return style_param
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# load_css()
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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"])
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with tab_mul2mul:
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uploaded_files = st.file_uploader(label="选择本地图片", accept_multiple_files=True, key=1)
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if uploaded_files:
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for idx, uploaded_file in enumerate(uploaded_files):
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colL, colR = st.columns(2)
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with colL:
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img = load_img_file(uploaded_file)
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style = set_style_options(label=str(uploaded_file), frame=st)
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with colR:
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if style:
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fake_img = detect(img=img, style=style)
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st.image(fake_img, caption="", use_column_width=True)
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with tab_set:
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colL, colR = st.columns([1, 3])
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for k, v in sorted(vars(opt).items()):
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st.text_input(label=k, value=v, disabled=True)
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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)
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opt.no_dropout = st.radio("no_droput", [True, False])
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with tab_mul2one:
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uploaded_files = st.file_uploader(label="选择本地图片", accept_multiple_files=True, key=2)
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if uploaded_files:
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colL, colR = st.columns(2)
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with colL:
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imgs = [load_img_file(ii) for ii in uploaded_files]
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with colR:
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style = set_style_options(label="选择风格", frame=st)
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if style:
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if st.button("♻️风格转换", use_container_width=True):
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for img in imgs:
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fake_img = detect(img, style)
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st.image(fake_img, caption="", use_column_width=True)
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app1.py
DELETED
@@ -1,87 +0,0 @@
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-
# 2023年2月23日
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2 |
-
"""
|
3 |
-
实现web界面
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4 |
-
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5 |
-
>>> streamlit run app.py
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6 |
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"""
|
7 |
-
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8 |
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from io import BytesIO
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9 |
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from pathlib import Path
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10 |
-
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11 |
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import streamlit as st
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12 |
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from detect import detect, opt
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13 |
-
from PIL import Image
|
14 |
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from util import get_all_weights
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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
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25 |
-
:param css_path: CSS文件路径
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26 |
-
"""
|
27 |
-
if Path(css_path).exists():
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with open(css_path) as f:
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29 |
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# 将CSS文件内容插入到HTML中
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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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34 |
-
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35 |
-
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36 |
-
def load_img_file(file):
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37 |
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"""读取图片文件"""
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38 |
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img = Image.open(BytesIO(file.read()))
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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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42 |
-
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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"""
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45 |
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style_options = get_all_weights()
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46 |
-
options = [None] + style_options # 默认空
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style_param = frame.selectbox(label=label, options=options)
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return style_param
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-
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-
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# load_css()
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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"])
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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 |
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with colL:
|
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img = load_img_file(uploaded_file)
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style = set_style_options(label=str(uploaded_file), frame=st)
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with colR:
|
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if style:
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fake_img = detect(img=img, style=style)
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st.image(fake_img, caption="", use_column_width=True)
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-
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with tab_set:
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colL, colR = st.columns([1, 3])
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for k, v in sorted(vars(opt).items()):
|
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st.text_input(label=k, value=v, disabled=True)
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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)
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73 |
-
opt.no_dropout = st.radio("no_droput", [True, False])
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74 |
-
|
75 |
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with tab_mul2one:
|
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uploaded_files = st.file_uploader(label="选择本地图片", accept_multiple_files=True, key=2)
|
77 |
-
if uploaded_files:
|
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colL, colR = st.columns(2)
|
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with colL:
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imgs = [load_img_file(ii) for ii in uploaded_files]
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with colR:
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style = set_style_options(label="选择风格", frame=st)
|
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if style:
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if st.button("♻️风格转换", use_container_width=True):
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for img in imgs:
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fake_img = detect(img, style)
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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 |
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"""
|
4 |
+
|
5 |
+
from pathlib import Path
|
6 |
+
|
7 |
+
import gradio as gr
|
8 |
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from detect import detect,opt
|
9 |
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from util import get_all_weights
|
10 |
+
|
11 |
+
|
12 |
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def main():
|
13 |
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app_introduce = """
|
14 |
+
# CycleGAN
|
15 |
+
功能:上传本地文件、选择转换风格
|
16 |
+
"""
|
17 |
+
|
18 |
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css = """
|
19 |
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# :root{
|
20 |
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# --block-background-fill: #f3f3f3;
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21 |
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# }
|
22 |
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# footer{
|
23 |
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# display:none!important;
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24 |
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# }
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25 |
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"""
|
26 |
+
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27 |
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demo = gr.Blocks(
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# theme=gr.themes.Soft(),
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29 |
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css=css
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)
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31 |
+
|
32 |
+
|
33 |
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def add_img(img):
|
34 |
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imgs = []
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35 |
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for style in get_all_weights():
|
36 |
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fake_img = detect(img, style=style)
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imgs.append(fake_img)
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return imgs
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39 |
+
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40 |
+
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41 |
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def tab1(label="上传单张图片"):
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42 |
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default_img_paths = [
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[Path.cwd().joinpath("./imgs/horse.jpg"), "horse2zebra"],
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[Path.cwd().joinpath("./imgs/monet.jpg"), "monet2photo"],
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45 |
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]
|
46 |
+
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47 |
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with gr.Tab(label):
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48 |
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with gr.Row():
|
49 |
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with gr.Column():
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50 |
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img = gr.Image(type="pil", label="选择需要进行风格转换的图片")
|
51 |
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style = gr.Dropdown(choices=get_all_weights(), label="转换的风格")
|
52 |
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detect_btn = gr.Button("♻️风格转换")
|
53 |
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with gr.Column():
|
54 |
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out_img = gr.Image(label="风格图")
|
55 |
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detect_btn.click(fn=detect, inputs=[img, style], outputs=[out_img])
|
56 |
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gr.Examples(default_img_paths, inputs=[img, style])
|
57 |
+
|
58 |
+
|
59 |
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def tab2(label="单图多风格试转换"):
|
60 |
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with gr.Tab(label):
|
61 |
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with gr.Row():
|
62 |
+
with gr.Column(scale=1):
|
63 |
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img = gr.Image(type="pil", label="选择需要进行风格转换的图片")
|
64 |
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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 |
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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
|