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import streamlit as st | |
import base64 | |
import io | |
import random | |
import time | |
from typing import List | |
from PIL import Image | |
import aiohttp | |
import asyncio | |
import requests | |
import streamlit as st | |
import requests | |
import zipfile | |
import io | |
import pandas as pd | |
from core import * | |
from utils import icon | |
from streamlit_image_select import image_select | |
from PIL import Image | |
import random | |
import time | |
import base64 | |
from typing import List | |
import aiohttp | |
import asyncio | |
import plotly.express as px | |
from common import set_page_container_style | |
replicate_text = "NicheImage - Subnet 23 - Bittensor" | |
replicate_logo = "assets/NicheTensorTransparent.png" | |
replicate_link = "https://github.com/NicheTensor/NicheImage" | |
st.set_page_config( | |
page_title="NicheImage Generator", page_icon=replicate_logo, layout="wide" | |
) | |
set_page_container_style( | |
max_width=1100, | |
max_width_100_percent=True, | |
padding_top=0, | |
padding_right=10, | |
padding_left=5, | |
padding_bottom=10, | |
) | |
def get_or_create_eventloop(): | |
try: | |
return asyncio.get_event_loop() | |
except RuntimeError as ex: | |
if "There is no current event loop in thread" in str(ex): | |
loop = asyncio.new_event_loop() | |
asyncio.set_event_loop(loop) | |
return asyncio.get_event_loop() | |
# UI configurations | |
st.markdown( | |
"""<style> | |
#root > div:nth-child(1) > div > div > div > div > section > div {padding-top: 2rem;} | |
</style> | |
""", | |
unsafe_allow_html=True, | |
) | |
css = """ | |
<style> | |
section.main > div:has(~ footer ) { | |
padding-bottom: 5px; | |
} | |
</style> | |
""" | |
st.markdown(css, unsafe_allow_html=True) | |
# API Tokens and endpoints from `.streamlit/secrets.toml` file | |
API_TOKEN = st.secrets["API_TOKEN"] | |
# Placeholders for images and gallery | |
generated_images_placeholder = st.empty() | |
gallery_placeholder = st.empty() | |
def configure_sidebar() -> None: | |
""" | |
Setup and display the sidebar elements. | |
This function configures the sidebar of the Streamlit application, | |
including the form for user inputs and the resources section. | |
""" | |
with st.sidebar: | |
st.image(replicate_logo, use_column_width=True) | |
with st.form("my_form"): | |
model_name = st.selectbox( | |
":blue[**Select Model**]", | |
options=["DreamShaper"], | |
) | |
prompt = st.text_area( | |
":blue[**Enter prompt βπΎ**]", | |
value="cinematic still of a shiba inu, fluffy neck, wearing a suit of ornate metal armor", | |
) | |
aspect_ratio = "Square" | |
conditional_image = st.file_uploader( | |
":blue[**Upload your image**]", | |
type=["png", "jpg", "jpeg"], | |
help="Upload an image to condition the generation", | |
) | |
if conditional_image: | |
st.image(conditional_image) | |
with st.container(border=True): | |
canny_strength = st.slider( | |
":blue[**Canny Strength**]", | |
min_value=0.0, | |
max_value=1.0, | |
value=0.5, | |
step=0.01, | |
help="Strength of the Canny ControlNet", | |
) | |
depth_strength = st.slider( | |
":blue[**Depth Strength**]", | |
min_value=0.0, | |
max_value=1.0, | |
value=0.5, | |
step=0.01, | |
help="Strength of the Depth ControlNet", | |
) | |
mlsd_strength = st.slider( | |
":blue[**MLSD Strength**]", | |
min_value=0.0, | |
max_value=1.0, | |
value=0.5, | |
step=0.01, | |
help="Strength of the MLSD ControlNet", | |
) | |
controlnet_conditioning_scale = [ | |
canny_strength, | |
depth_strength, | |
mlsd_strength, | |
] | |
num_images = 4 | |
negative_prompt = st.text_area( | |
":blue[**Negative Prompt π π½ββοΈ**]", | |
value="low quality, blurry, pixelated, noisy, low resolution, defocused, out of focus, overexposed, bad image, nsfw", | |
help="This is a negative prompt, basically type what you don't want to see in the generated image", | |
) | |
with st.expander( | |
"π Advanced", | |
expanded=False, | |
): | |
uid = st.text_input("Specify an UID", value="-1") | |
secret_key = st.text_input("Enter secret key", value="") | |
seed = st.text_input("Seed", value="-1") | |
# The Big Red "Submit" Button! | |
submitted = st.form_submit_button( | |
"Submit", type="primary", use_container_width=True | |
) | |
return ( | |
submitted, | |
model_name, | |
prompt, | |
negative_prompt, | |
aspect_ratio, | |
num_images, | |
uid, | |
secret_key, | |
seed, | |
conditional_image, | |
controlnet_conditioning_scale, | |
) | |
def main(): | |
""" | |
Main function to run the Streamlit application. | |
This function initializes the sidebar configuration and the main page layout. | |
It retrieves the user inputs from the sidebar, and passes them to the main page function. | |
The main page function then generates images based on these inputs. | |
""" | |
( | |
submitted, | |
model_name, | |
prompt, | |
negative_prompt, | |
aspect_ratio, | |
num_images, | |
uid, | |
secret_key, | |
seed, | |
conditional_image, | |
controlnet_conditioning_scale, | |
) = configure_sidebar() | |
if conditional_image: | |
conditional_image = Image.open(conditional_image) | |
conditional_image = pil_image_to_base64(conditional_image) | |
main_page( | |
submitted, | |
model_name, | |
prompt, | |
negative_prompt, | |
aspect_ratio, | |
num_images, | |
uid, | |
secret_key, | |
seed, | |
conditional_image, | |
controlnet_conditioning_scale, | |
"controlnet_txt2img", | |
API_TOKEN, | |
generated_images_placeholder, | |
) | |
if not submitted: | |
with generated_images_placeholder.container(): | |
st.info("π¨ :blue[**Canny Edge**]") | |
cols = st.columns(2) | |
with cols[0]: | |
st.image( | |
"https://huggingface.co/takuma104/controlnet_dev/resolve/main/gen_compare/control_images/converted/control_bird_canny.png", | |
use_column_width=True, | |
) | |
with cols[1]: | |
st.image( | |
"https://cdn-lfs.huggingface.co/repos/f4/f7/f4f7a7f70b5d098c5f2b46c19c2063eea26d6eba1488e9141804f6402b509cbb/3907d804ef04bcc1dd998ddb8dbd01ad6ffd071d6f13bd2e8a03936f7fe35f13?response-content-disposition=inline%3B+filename*%3DUTF-8%27%27output_bird_canny_1.png%3B+filename%3D%22output_bird_canny_1.png%22%3B&response-content-type=image%2Fpng&Expires=1709913845&Policy=eyJTdGF0ZW1lbnQiOlt7IkNvbmRpdGlvbiI6eyJEYXRlTGVzc1RoYW4iOnsiQVdTOkVwb2NoVGltZSI6MTcwOTkxMzg0NX19LCJSZXNvdXJjZSI6Imh0dHBzOi8vY2RuLWxmcy5odWdnaW5nZmFjZS5jby9yZXBvcy9mNC9mNy9mNGY3YTdmNzBiNWQwOThjNWYyYjQ2YzE5YzIwNjNlZWEyNmQ2ZWJhMTQ4OGU5MTQxODA0ZjY0MDJiNTA5Y2JiLzM5MDdkODA0ZWYwNGJjYzFkZDk5OGRkYjhkYmQwMWFkNmZmZDA3MWQ2ZjEzYmQyZThhMDM5MzZmN2ZlMzVmMTM%7EcmVzcG9uc2UtY29udGVudC1kaXNwb3NpdGlvbj0qJnJlc3BvbnNlLWNvbnRlbnQtdHlwZT0qIn1dfQ__&Signature=JplN20XzO7Y34tz-FkA3-cv4VRfIkzz9Tf8-Re7EdW-7%7EaBEItVnl5SDX44oSk-WeNFPfhcHg-b7RK1zlD6H1n3Zo7Y8JtMR1Z07%7ElZ6S6s80j1vpOrMmnkyB-7DcM9Mvi2ITDPXhOdYGnAK1GER1Zdg-ctVEkf7frNEj%7E5zcqJ1kFyRCJcjPHtgAtIAySOANk6BIZEWLEbZGM3b4swTMnNPUZZw5CYRp2dgGgVEo8i6xalR1l8rqvAxQ3yB4C5nfJURcqQLY1lkk9B58dhR6Afy5ZG-krqilv07R7HqbsS7GWq6w8BCEXA0E9cjQTqzqlpCZG0wH78vNE8GDdF6kQ__&Key-Pair-Id=KVTP0A1DKRTAX", | |
use_column_width=True, | |
) | |
st.info("π¨ :blue[**Depth Map**]") | |
cols2 = st.columns(2) | |
with st.container(): | |
with cols2[0]: | |
st.image( | |
"https://huggingface.co/takuma104/controlnet_dev/resolve/main/gen_compare/control_images/converted/control_vermeer_depth.png", | |
use_column_width=True, | |
) | |
with cols2[1]: | |
st.image( | |
"https://cdn-lfs.huggingface.co/repos/f4/f7/f4f7a7f70b5d098c5f2b46c19c2063eea26d6eba1488e9141804f6402b509cbb/25c89f31165aa3c435b28deeb1e542c68b0dab496727403c1f3c7ded3b78fdd1?response-content-disposition=inline%3B+filename*%3DUTF-8%27%27output_vermeer_depth_2.png%3B+filename%3D%22output_vermeer_depth_2.png%22%3B&response-content-type=image%2Fpng&Expires=1709913950&Policy=eyJTdGF0ZW1lbnQiOlt7IkNvbmRpdGlvbiI6eyJEYXRlTGVzc1RoYW4iOnsiQVdTOkVwb2NoVGltZSI6MTcwOTkxMzk1MH19LCJSZXNvdXJjZSI6Imh0dHBzOi8vY2RuLWxmcy5odWdnaW5nZmFjZS5jby9yZXBvcy9mNC9mNy9mNGY3YTdmNzBiNWQwOThjNWYyYjQ2YzE5YzIwNjNlZWEyNmQ2ZWJhMTQ4OGU5MTQxODA0ZjY0MDJiNTA5Y2JiLzI1Yzg5ZjMxMTY1YWEzYzQzNWIyOGRlZWIxZTU0MmM2OGIwZGFiNDk2NzI3NDAzYzFmM2M3ZGVkM2I3OGZkZDE%7EcmVzcG9uc2UtY29udGVudC1kaXNwb3NpdGlvbj0qJnJlc3BvbnNlLWNvbnRlbnQtdHlwZT0qIn1dfQ__&Signature=b%7EhyTb-HRh2shXtGNEfhNrXU%7EsuQdyE0iTXVKpR76CDxlS147%7EYxiU%7E9JJAL1asz-vfUS5u%7ErtqIRfGkKAcU1DP8lqtGhIfDBi6iPNEyWoAWAGj7mF6y50qj7xeq2Iz4yWeHoiZpzotiWbMqCE6V6QKrHsaU2btHlHjlLsw4owh3ELXjHB6%7ENCKwH0uKLfABOBZzrOJOCilJU8VwiCRsk3QryLD3uywZMGDxyzd1vxnaBR4PTIrZ46FEatcXCpGdZ1ZJngtdiepdLRX4tI41gVk0fWYrQ5wOnMSudCQuCfVXvHRnoPwKUVcmF5mCa7smZykizITEmwg3ctW4W80pBA__&Key-Pair-Id=KVTP0A1DKRTAX", | |
use_column_width=True, | |
) | |
st.info("π¨ :blue[**MLSD**]") | |
cols3 = st.columns(2) | |
with st.container(): | |
with cols3[0]: | |
st.image( | |
"https://huggingface.co/takuma104/controlnet_dev/resolve/main/gen_compare/control_images/converted/control_room_mlsd.png", | |
use_column_width=True, | |
) | |
with cols3[1]: | |
st.image( | |
"https://cdn-lfs.huggingface.co/repos/f4/f7/f4f7a7f70b5d098c5f2b46c19c2063eea26d6eba1488e9141804f6402b509cbb/92c95cf788f547ef7ea2da0fb45a0232864899ddd93c8f04d88b04f681216ad3?response-content-disposition=inline%3B+filename*%3DUTF-8%27%27output_room_mlsd_0.png%3B+filename%3D%22output_room_mlsd_0.png%22%3B&response-content-type=image%2Fpng&Expires=1709912870&Policy=eyJTdGF0ZW1lbnQiOlt7IkNvbmRpdGlvbiI6eyJEYXRlTGVzc1RoYW4iOnsiQVdTOkVwb2NoVGltZSI6MTcwOTkxMjg3MH19LCJSZXNvdXJjZSI6Imh0dHBzOi8vY2RuLWxmcy5odWdnaW5nZmFjZS5jby9yZXBvcy9mNC9mNy9mNGY3YTdmNzBiNWQwOThjNWYyYjQ2YzE5YzIwNjNlZWEyNmQ2ZWJhMTQ4OGU5MTQxODA0ZjY0MDJiNTA5Y2JiLzkyYzk1Y2Y3ODhmNTQ3ZWY3ZWEyZGEwZmI0NWEwMjMyODY0ODk5ZGRkOTNjOGYwNGQ4OGIwNGY2ODEyMTZhZDM%7EcmVzcG9uc2UtY29udGVudC1kaXNwb3NpdGlvbj0qJnJlc3BvbnNlLWNvbnRlbnQtdHlwZT0qIn1dfQ__&Signature=A9jKF1jw8YO8OFuB7CzbaeQrEdT8wuPZJnT%7E1gZTxBAot9-HBQypW4IMsP7XPCeWnfdJBH4EKcsfzP2RU2-y2%7ENHrJl6wd9n-Wyi5traDPUgoHlSGIe6BvEKJlkzUI7gf87ThVWNc6wI3kHZM0l3dESE0ID2e2aCKGNxUCfaV%7EBdyt-Myr0HbVQtfYR8SjW7Rdj5WCJy9vOZKS3y2nzfPsUZRNtup4Xw3EW%7Ei0BGomdrB%7EfoOj4A0CvuL-La8SxPz1a3AcakD0ti8P0TPIJ9FrjmWLr49t9gJvn2XMYD3mH8VVsSBsGDn6pjgTLS4FK0KvCu-lIqt14v1bF10wCzBA__&Key-Pair-Id=KVTP0A1DKRTAX", | |
use_column_width=True, | |
) | |
if __name__ == "__main__": | |
main() | |